| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.585 | 0.431 |
|
Retracted Output
|
-0.202 | -0.156 |
|
Institutional Self-Citation
|
-1.196 | -0.509 |
|
Discontinued Journals Output
|
0.277 | -0.380 |
|
Hyperauthored Output
|
0.524 | 0.181 |
|
Leadership Impact Gap
|
0.959 | -0.016 |
|
Hyperprolific Authors
|
-0.760 | -0.414 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
-0.150 | -0.114 |
The Royal College of Surgeons in Ireland demonstrates a robust scientific integrity profile, reflected in a low overall risk score of 0.057. The institution exhibits significant strengths in areas that promote external validation and global integration, with very low-risk signals for Institutional Self-Citation and Output in Institutional Journals. However, a cluster of medium-risk indicators requires strategic attention, particularly concerning the Rate of Multiple Affiliations, Output in Discontinued Journals, Hyper-Authored Output, and a notable gap between its total and self-led research impact. These areas of vulnerability stand in contrast to the institution's exceptional thematic performance, where SCImago Institutions Rankings data confirms its leadership within Ireland, particularly in Dentistry, Engineering, Pharmacology, Toxicology and Pharmaceutics, and Medicine. This strong research profile directly supports its mission to "Educate, Nurture and Discover for the benefit of Human Health." Nevertheless, the identified risks, if left unaddressed, could undermine the long-term credibility and sustainability of these discoveries. Upholding the highest standards of scientific integrity is fundamental to its commitment to "Educate" and "Nurture" the next generation of researchers and to ensure its contributions to human health are robust and trusted. By proactively addressing these specific vulnerabilities, RCSI can further solidify its position as a global leader, ensuring its operational practices are as excellent as its scientific outcomes.
The institution shows a Z-score of 1.585, a medium-risk signal that is notably higher than the national average of 0.431, which is also in the medium-risk category. This indicates that the institution is more exposed to the dynamics driving multiple affiliations than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's higher rate suggests it is more prone to practices that could be perceived as strategic attempts to inflate institutional credit or “affiliation shopping.” This heightened exposure warrants a closer examination to ensure that all affiliations are transparent, justified by substantive collaboration, and align with institutional policies on academic credit.
With a Z-score of -0.202, the institution's rate of retracted output is at a low-risk level, closely mirroring the national average of -0.156. This alignment suggests that the institution's performance is statistically normal for its context and size. Retractions are complex events, and a low, controlled rate can signify responsible supervision and the honest correction of unintentional errors. The institution's profile in this area does not indicate any systemic failure in its pre-publication quality control mechanisms, reflecting a standard and healthy academic environment where integrity issues are managed appropriately.
The institution demonstrates an exceptionally strong performance with a Z-score of -1.196, placing it in the very low-risk category and well below the national average of -0.509 (low risk). This result shows a consistent and low-profile approach to citation practices that aligns with, and even exceeds, the national standard. A certain level of self-citation is natural, but the institution's very low rate provides strong evidence against the presence of scientific isolation or 'echo chambers.' This indicates that the institution's academic influence is validated by broad external scrutiny from the global community, rather than being inflated by internal dynamics.
The institution presents a Z-score of 0.277, a medium-risk signal that is a significant outlier when compared to the country's very low-risk average of -0.380. This unusual level of activity for the national standard serves as a monitoring alert and requires a review of the causes behind its researchers' selection of publication venues. A high proportion of output in journals that cease to meet international ethical or quality standards constitutes a critical alert regarding due diligence. This practice exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy to prevent the channeling of valuable research and resources into 'predatory' or low-quality dissemination platforms.
With a Z-score of 0.524, the institution's rate of hyper-authored output is in the medium-risk range and is considerably higher than the national average of 0.181. This suggests the institution has a greater propensity for publishing works with extensive author lists compared to its peers. While this pattern is legitimate in 'Big Science' contexts, its heightened presence here can be a signal of author list inflation, which dilutes individual accountability. This high exposure serves as an important signal to review authorship practices and distinguish between necessary massive collaboration and the potential for 'honorary' or political authorship, ensuring transparency and fairness in credit attribution.
The institution registers a Z-score of 0.959, a medium-risk value that shows a moderate deviation from the national average of -0.016 (low risk). This greater sensitivity to risk factors indicates a significant positive gap where the institution's overall impact is high, but the impact of research it leads is comparatively low. This signals a potential sustainability risk, suggesting that its scientific prestige may be dependent and exogenous, not fully structural. This finding invites a strategic reflection on whether its high-impact metrics result from genuine internal capacity or from a positioning in collaborations where the institution does not exercise primary intellectual leadership, which could affect its long-term scientific autonomy.
The institution's Z-score for hyperprolific authors is -0.760, a low-risk value that is notably better than the national average of -0.414. This prudent profile suggests that the institution manages its research processes with more rigor than the national standard in this regard. While high productivity can be legitimate, extreme publication volumes can challenge the limits of meaningful intellectual contribution. The institution's controlled rate indicates a healthy balance between quantity and quality, effectively mitigating risks such as coercive authorship or the assignment of authorship without real participation, thereby prioritizing the integrity of the scientific record.
The institution's Z-score of -0.268 is identical to the national average, placing both in the very low-risk category. This perfect alignment demonstrates integrity synchrony with a national environment of maximum scientific security regarding this indicator. In-house journals can raise conflicts of interest, but the institution's minimal reliance on them shows a clear commitment to independent external peer review. This practice avoids any risk of academic endogamy, enhances the global visibility of its research, and confirms that internal channels are not used to bypass standard competitive validation processes.
With a Z-score of -0.150, the institution's rate of redundant output falls within the low-risk category, showing statistical normality in line with the national average of -0.114. This indicates that the institution's publication patterns do not suggest a systemic issue with data fragmentation or 'salami slicing.' Massive bibliographic overlap between publications can signal an attempt to artificially inflate productivity by dividing a single study into minimal units. The institution's low-risk score reflects a responsible approach to publication, prioritizing the communication of significant new knowledge over the sheer volume of output.
